NBA Games Details Report

Dataset statistics

Number of variables	26
Number of observations	235795
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	46.8 MiB
Average record size in memory	208.0 B

Variable types

Numeric	21
Categorical	5

Warnings

`PLAYER_NAME` has a high cardinality: 1433 distinct values	High cardinality
`MIN` has a high cardinality: 3200 distinct values	High cardinality
`FGM` is highly correlated with `FGA` and 1 other fields	High correlation
`FGA` is highly correlated with `FGM` and 1 other fields	High correlation
`FG3M` is highly correlated with `FG3A` and 1 other fields	High correlation
`FG3A` is highly correlated with `FG3M`	High correlation
`FG3_PCT` is highly correlated with `FG3M`	High correlation
`FTM` is highly correlated with `FTA` and 2 other fields	High correlation
`FTA` is highly correlated with `FTM` and 2 other fields	High correlation
`FT_PCT` is highly correlated with `FTM` and 1 other fields	High correlation
`OREB` is highly correlated with `REB`	High correlation
`DREB` is highly correlated with `REB`	High correlation
`REB` is highly correlated with `OREB` and 1 other fields	High correlation
`PTS` is highly correlated with `FGM` and 3 other fields	High correlation
`FGM` is highly correlated with `FGA` and 2 other fields	High correlation
`FGA` is highly correlated with `FGM` and 1 other fields	High correlation
`FG_PCT` is highly correlated with `FGM`	High correlation
`FG3M` is highly correlated with `FG3A` and 1 other fields	High correlation
`FG3A` is highly correlated with `FG3M` and 1 other fields	High correlation
`FG3_PCT` is highly correlated with `FG3M` and 1 other fields	High correlation
`FTM` is highly correlated with `FTA` and 2 other fields	High correlation
`FTA` is highly correlated with `FTM` and 2 other fields	High correlation
`FT_PCT` is highly correlated with `FTM` and 1 other fields	High correlation
`OREB` is highly correlated with `REB`	High correlation
`DREB` is highly correlated with `REB`	High correlation
`REB` is highly correlated with `OREB` and 1 other fields	High correlation
`PTS` is highly correlated with `FGM` and 3 other fields	High correlation
`FGM` is highly correlated with `FGA` and 1 other fields	High correlation
`FGA` is highly correlated with `FGM` and 1 other fields	High correlation
`FG3M` is highly correlated with `FG3A` and 1 other fields	High correlation
`FG3A` is highly correlated with `FG3M`	High correlation
`FG3_PCT` is highly correlated with `FG3M`	High correlation
`FTM` is highly correlated with `FTA` and 1 other fields	High correlation
`FTA` is highly correlated with `FTM`	High correlation
`FT_PCT` is highly correlated with `FTM`	High correlation
`OREB` is highly correlated with `REB`	High correlation
`DREB` is highly correlated with `REB`	High correlation
`REB` is highly correlated with `OREB` and 1 other fields	High correlation
`PTS` is highly correlated with `FGM` and 1 other fields	High correlation
`FGA` is highly correlated with `PTS` and 3 other fields	High correlation
`PTS` is highly correlated with `FGA` and 6 other fields	High correlation
`REB` is highly correlated with `OREB` and 1 other fields	High correlation
`FT_PCT` is highly correlated with `PTS` and 2 other fields	High correlation
`FG3M` is highly correlated with `PTS` and 2 other fields	High correlation
`OREB` is highly correlated with `REB`	High correlation
`FG3_PCT` is highly correlated with `FG3M` and 1 other fields	High correlation
`FG_PCT` is highly correlated with `FGA` and 2 other fields	High correlation
`FGM` is highly correlated with `FGA` and 2 other fields	High correlation
`FTM` is highly correlated with `PTS` and 2 other fields	High correlation
`TEAM_CITY` is highly correlated with `TEAM_ABBREVIATION`	High correlation
`TEAM_ABBREVIATION` is highly correlated with `TEAM_CITY`	High correlation
`FG3A` is highly correlated with `FGA` and 2 other fields	High correlation
`FTA` is highly correlated with `PTS` and 2 other fields	High correlation
`DREB` is highly correlated with `REB`	High correlation
`TEAM_ABBREVIATION` is highly correlated with `TEAM_CITY`	High correlation
`TEAM_CITY` is highly correlated with `TEAM_ABBREVIATION`	High correlation
`df_index` has unique values	Unique
`FGM` has 8341 (3.5%) zeros	Zeros
`FG_PCT` has 8341 (3.5%) zeros	Zeros
`FG3M` has 121679 (51.6%) zeros	Zeros
`FG3A` has 74056 (31.4%) zeros	Zeros
`FG3_PCT` has 121679 (51.6%) zeros	Zeros
`FTM` has 70624 (30.0%) zeros	Zeros
`FTA` has 62467 (26.5%) zeros	Zeros
`FT_PCT` has 70624 (30.0%) zeros	Zeros
`OREB` has 87416 (37.1%) zeros	Zeros
`DREB` has 12295 (5.2%) zeros	Zeros
`REB` has 7168 (3.0%) zeros	Zeros
`AST` has 38786 (16.4%) zeros	Zeros
`STL` has 97779 (41.5%) zeros	Zeros
`BLK` has 143602 (60.9%) zeros	Zeros
`TO` has 48402 (20.5%) zeros	Zeros
`PF` has 20991 (8.9%) zeros	Zeros
`PTS` has 5577 (2.4%) zeros	Zeros
`PLUS_MINUS` has 7488 (3.2%) zeros	Zeros

Reproduction

Analysis started	2021-07-14 15:33:39.843016
Analysis finished	2021-07-14 15:37:18.369965
Duration	3 minutes and 38.53 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	235795
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	304752.3991

Minimum	0
Maximum	612961
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	31970.7
Q1	151189.5
median	302143
Q3	456701.5
95-th percentile	582896.7
Maximum	612961
Range	612961
Interquartile range (IQR)	305512

Descriptive statistics

Standard deviation	176291.1272
Coefficient of variation (CV)	0.5784733038
Kurtosis	-1.193105763
Mean	304752.3991
Median Absolute Deviation (MAD)	152692
Skewness	0.01639119569
Sum	7.185909195 × 10¹⁰
Variance	3.107856152 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
528382	1	< 0.1%
592756	1	< 0.1%
74609	1	< 0.1%
117612	1	< 0.1%
123753	1	< 0.1%
125800	1	< 0.1%
103271	1	< 0.1%
105318	1	< 0.1%
99173	1	< 0.1%
113506	1	< 0.1%
Other values (235785)	235785	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
14	1	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
17	1	< 0.1%
18	1	< 0.1%

Value	Count	Frequency (%)
612961	1	< 0.1%
612960	1	< 0.1%
612959	1	< 0.1%
612958	1	< 0.1%
612957	1	< 0.1%
612949	1	< 0.1%
612948	1	< 0.1%
612947	1	< 0.1%
612946	1	< 0.1%
612945	1	< 0.1%

GAME_ID
Real number (ℝ_≥0)

Distinct	23565
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22130233.66

Minimum	11400001
Maximum	52000211
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	11400001
5-th percentile	20300594
Q1	20700431
median	21200416
Q3	21700162
95-th percentile	40600116.1
Maximum	52000211
Range	40600210
Interquartile range (IQR)	999731

Descriptive statistics

Standard deviation	5104510.513
Coefficient of variation (CV)	0.2306577776
Kurtosis	9.464575028
Mean	22130233.66
Median Absolute Deviation (MAD)	499865
Skewness	2.966457018
Sum	5.218198445 × 10¹²
Variance	2.605602758 × 10¹³
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22000017	17	< 0.1%
22000021	15	< 0.1%
22000070	15	< 0.1%
22000001	15	< 0.1%
22000007	14	< 0.1%
22000058	14	< 0.1%
22000048	14	< 0.1%
22000027	14	< 0.1%
22000008	14	< 0.1%
22000002	14	< 0.1%
Other values (23555)	235649	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11400001	10	< 0.1%
11400002	10	< 0.1%
11400004	10	< 0.1%
11400005	10	< 0.1%
11400006	10	< 0.1%
11400007	10	< 0.1%
11400008	10	< 0.1%
11400009	10	< 0.1%
11400010	10	< 0.1%
11400012	10	< 0.1%

Value	Count	Frequency (%)
52000211	10	< 0.1%
52000201	10	< 0.1%
52000131	10	< 0.1%
52000121	10	< 0.1%
52000111	10	< 0.1%
52000101	10	< 0.1%
51900111	10	< 0.1%
42000172	10	< 0.1%
42000171	10	< 0.1%
42000162	10	< 0.1%

TEAM_ABBREVIATION
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	34
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

SAS	8433
MIA	8418
BOS	8319
LAL	8196
CLE	8104
Other values (29)	194325

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	707385
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MIA
2nd row	MIA
3rd row	MIA
4th row	MIA
5th row	MIA

Common Values

Value	Count	Frequency (%)
SAS	8433	3.6%
MIA	8418	3.6%
BOS	8319	3.5%
LAL	8196	3.5%
CLE	8104	3.4%
GSW	8055	3.4%
HOU	8027	3.4%
DAL	8019	3.4%
IND	7974	3.4%
DET	7931	3.4%
Other values (24)	154319	65.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sas	8433	3.6%
mia	8418	3.6%
bos	8319	3.5%
lal	8196	3.5%
cle	8104	3.4%
gsw	8055	3.4%
hou	8027	3.4%
dal	8019	3.4%
ind	7974	3.4%
det	7931	3.4%
Other values (24)	154319	65.4%

Most occurring characters

Value	Count	Frequency (%)
A	80966	11.4%
L	63730	9.0%
O	53321	7.5%
S	50599	7.2%
N	49985	7.1%
I	47144	6.7%
C	44232	6.3%
H	41728	5.9%
M	39232	5.5%
E	33865	4.8%
Other values (12)	202583	28.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	707385	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	80966	11.4%
L	63730	9.0%
O	53321	7.5%
S	50599	7.2%
N	49985	7.1%
I	47144	6.7%
C	44232	6.3%
H	41728	5.9%
M	39232	5.5%
E	33865	4.8%
Other values (12)	202583	28.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	707385	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	80966	11.4%
L	63730	9.0%
O	53321	7.5%
S	50599	7.2%
N	49985	7.1%
I	47144	6.7%
C	44232	6.3%
H	41728	5.9%
M	39232	5.5%
E	33865	4.8%
Other values (12)	202583	28.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	707385	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	80966	11.4%
L	63730	9.0%
O	53321	7.5%
S	50599	7.2%
N	49985	7.1%
I	47144	6.7%
C	44232	6.3%
H	41728	5.9%
M	39232	5.5%
E	33865	4.8%
Other values (12)	202583	28.6%

TEAM_CITY
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	33
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

Los Angeles	13356
San Antonio	8433
Miami	8418
Boston	8319
Cleveland	8104
Other values (28)	189165

Length

Max length	25
Median length	8
Mean length	8.282652304
Min length	2

Characters and Unicode

Total characters	1953008
Distinct characters	41
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Miami
2nd row	Miami
3rd row	Miami
4th row	Miami
5th row	Miami

Common Values

Value	Count	Frequency (%)
Los Angeles	13356	5.7%
San Antonio	8433	3.6%
Miami	8418	3.6%
Boston	8319	3.5%
Cleveland	8104	3.4%
Golden State	8055	3.4%
Houston	8027	3.4%
Dallas	8019	3.4%
Indiana	7974	3.4%
Detroit	7931	3.4%
Other values (23)	149159	63.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
new	18901	6.5%
los	13356	4.6%
angeles	13356	4.6%
antonio	8433	2.9%
san	8433	2.9%
miami	8418	2.9%
boston	8319	2.9%
cleveland	8104	2.8%
state	8055	2.8%
golden	8055	2.8%
Other values (28)	187813	64.5%

Most occurring characters

Value	Count	Frequency (%)
a	195505	10.0%
o	185560	9.5%
n	183557	9.4%
e	181870	9.3%
t	143664	7.4%
l	127678	6.5%
i	109640	5.6%
s	85500	4.4%
r	76727	3.9%
h	68126	3.5%
Other values (31)	595181	30.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1601998	82.0%
Uppercase Letter	294742	15.1%
Space Separator	55448	2.8%
Other Punctuation	820	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	195505	12.2%
o	185560	11.6%
n	183557	11.5%
e	181870	11.4%
t	143664	9.0%
l	127678	8.0%
i	109640	6.8%
s	85500	5.3%
r	76727	4.8%
h	68126	4.3%
Other values (11)	244171	15.2%

Uppercase Letter

Value	Count	Frequency (%)
A	32318	11.0%
M	31421	10.7%
C	29699	10.1%
S	26106	8.9%
D	23865	8.1%
P	23261	7.9%
O	22109	7.5%
N	18901	6.4%
L	16035	5.4%
B	12256	4.2%
Other values (8)	58771	19.9%

Space Separator

Value	Count	Frequency (%)
	55448	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	820	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1896740	97.1%
Common	56268	2.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	195505	10.3%
o	185560	9.8%
n	183557	9.7%
e	181870	9.6%
t	143664	7.6%
l	127678	6.7%
i	109640	5.8%
s	85500	4.5%
r	76727	4.0%
h	68126	3.6%
Other values (29)	538913	28.4%

Common

Value	Count	Frequency (%)
	55448	98.5%
/	820	1.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1953008	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	195505	10.0%
o	185560	9.5%
n	183557	9.4%
e	181870	9.3%
t	143664	7.4%
l	127678	6.5%
i	109640	5.6%
s	85500	4.4%
r	76727	3.9%
h	68126	3.5%
Other values (31)	595181	30.5%

PLAYER_NAME
Categorical

HIGH CARDINALITY

Distinct	1433
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

LeBron James	1596
Dirk Nowitzki	1242
Chris Paul	1231
Carmelo Anthony	1219
Tony Parker	1188
Other values (1428)	229319

Length

Max length	24
Median length	13
Mean length	12.76854895
Min length	4

Characters and Unicode

Total characters	3010760
Distinct characters	56
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	95 ?
Unique (%)	< 0.1%

Sample

1st row	Luol Deng
2nd row	Udonis Haslem
3rd row	Chris Bosh
4th row	Dwyane Wade
5th row	Mario Chalmers

Common Values

Value	Count	Frequency (%)
LeBron James	1596	0.7%
Dirk Nowitzki	1242	0.5%
Chris Paul	1231	0.5%
Carmelo Anthony	1219	0.5%
Tony Parker	1188	0.5%
Dwight Howard	1170	0.5%
Pau Gasol	1135	0.5%
Tim Duncan	1125	0.5%
Joe Johnson	1105	0.5%
Dwyane Wade	1105	0.5%
Other values (1423)	223679	94.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
chris	4067	0.9%
paul	3958	0.8%
jason	3723	0.8%
james	3708	0.8%
kevin	3630	0.8%
williams	3620	0.8%
anthony	3129	0.7%
mike	3015	0.6%
johnson	2915	0.6%
green	2722	0.6%
Other values (1768)	441160	92.7%

Most occurring characters

Value	Count	Frequency (%)
e	257515	8.6%
a	247165	8.2%
	239852	8.0%
n	219313	7.3%
r	217296	7.2%
o	203480	6.8%
i	169290	5.6%
l	144788	4.8%
s	129496	4.3%
t	80506	2.7%
Other values (46)	1102059	36.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2257841	75.0%
Uppercase Letter	499110	16.6%
Space Separator	239852	8.0%
Other Punctuation	10672	0.4%
Dash Punctuation	3285	0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
J	50965	10.2%
M	42260	8.5%
D	39682	8.0%
B	39072	7.8%
A	31931	6.4%
C	29828	6.0%
R	29562	5.9%
T	26045	5.2%
S	25295	5.1%
G	24552	4.9%
Other values (16)	159918	32.0%

Lowercase Letter

Value	Count	Frequency (%)
e	257515	11.4%
a	247165	10.9%
n	219313	9.7%
r	217296	9.6%
o	203480	9.0%
i	169290	7.5%
l	144788	6.4%
s	129496	5.7%
t	80506	3.6%
d	78221	3.5%
Other values (16)	510771	22.6%

Other Punctuation

Value	Count	Frequency (%)
.	7530	70.6%
'	3142	29.4%

Space Separator

Value	Count	Frequency (%)
	239852	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3285	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2756951	91.6%
Common	253809	8.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	257515	9.3%
a	247165	9.0%
n	219313	8.0%
r	217296	7.9%
o	203480	7.4%
i	169290	6.1%
l	144788	5.3%
s	129496	4.7%
t	80506	2.9%
d	78221	2.8%
Other values (42)	1009881	36.6%

Common

Value	Count	Frequency (%)
	239852	94.5%
.	7530	3.0%
-	3285	1.3%
'	3142	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3010760	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	257515	8.6%
a	247165	8.2%
	239852	8.0%
n	219313	7.3%
r	217296	7.2%
o	203480	6.8%
i	169290	5.6%
l	144788	4.8%
s	129496	4.3%
t	80506	2.7%
Other values (46)	1102059	36.6%

START_POSITION
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

G	94330
F	94322
C	47143

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	235795
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F
2nd row	F
3rd row	C
4th row	G
5th row	G

Common Values

Value	Count	Frequency (%)
G	94330	40.0%
F	94322	40.0%
C	47143	20.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
g	94330	40.0%
f	94322	40.0%
c	47143	20.0%

Most occurring characters

Value	Count	Frequency (%)
G	94330	40.0%
F	94322	40.0%
C	47143	20.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	235795	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
G	94330	40.0%
F	94322	40.0%
C	47143	20.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	235795	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
G	94330	40.0%
F	94322	40.0%
C	47143	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	235795	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
G	94330	40.0%
F	94322	40.0%
C	47143	20.0%

MIN
Categorical

HIGH CARDINALITY

Distinct	3200
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

24:00	371
33:55	239
35:48	238
34:25	234
35:36	233
Other values (3195)	234480

Length

Max length	5
Median length	5
Mean length	4.990847982
Min length	4

Characters and Unicode

Total characters	1176817
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	242 ?
Unique (%)	0.1%

Sample

1st row	24:50
2nd row	10:32
3rd row	25:20
4th row	20:31
5th row	21:16

Common Values

Value	Count	Frequency (%)
24:00	371	0.2%
33:55	239	0.1%
35:48	238	0.1%
34:25	234	0.1%
35:36	233	0.1%
36:09	233	0.1%
33:01	233	0.1%
35:34	232	0.1%
35:16	232	0.1%
34:28	231	0.1%
Other values (3190)	233319	98.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
24:00	371	0.2%
33:55	239	0.1%
35:48	238	0.1%
34:25	234	0.1%
35:36	233	0.1%
36:09	233	0.1%
33:01	233	0.1%
35:34	232	0.1%
35:16	232	0.1%
34:28	231	0.1%
Other values (3190)	233319	98.9%

Most occurring characters

Value	Count	Frequency (%)
:	235795	20.0%
3	197315	16.8%
2	159898	13.6%
4	114162	9.7%
1	106472	9.0%
5	87503	7.4%
0	86498	7.4%
6	48047	4.1%
8	47142	4.0%
7	47021	4.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	941022	80.0%
Other Punctuation	235795	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	197315	21.0%
2	159898	17.0%
4	114162	12.1%
1	106472	11.3%
5	87503	9.3%
0	86498	9.2%
6	48047	5.1%
8	47142	5.0%
7	47021	5.0%
9	46964	5.0%

Other Punctuation

Value	Count	Frequency (%)
:	235795	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176817	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
:	235795	20.0%
3	197315	16.8%
2	159898	13.6%
4	114162	9.7%
1	106472	9.0%
5	87503	7.4%
0	86498	7.4%
6	48047	4.1%
8	47142	4.0%
7	47021	4.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176817	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
:	235795	20.0%
3	197315	16.8%
2	159898	13.6%
4	114162	9.7%
1	106472	9.0%
5	87503	7.4%
0	86498	7.4%
6	48047	4.1%
8	47142	4.0%
7	47021	4.0%

FGM
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.155401938

Minimum	0
Maximum	28
Zeros	8341
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	5
Q3	7
95-th percentile	11
Maximum	28
Range	28
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.133111021
Coefficient of variation (CV)	0.6077336081
Kurtosis	0.3817920148
Mean	5.155401938
Median Absolute Deviation (MAD)	2
Skewness	0.6703263532
Sum	1215618
Variance	9.81638467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
4	30117	12.8%
3	28889	12.3%
5	28833	12.2%
6	25264	10.7%
2	24678	10.5%
7	20928	8.9%
1	17614	7.5%
8	16577	7.0%
9	12041	5.1%
10	8490	3.6%
Other values (16)	22364	9.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8341	3.5%
1	17614	7.5%
2	24678	10.5%
3	28889	12.3%
4	30117	12.8%
5	28833	12.2%
6	25264	10.7%
7	20928	8.9%
8	16577	7.0%
9	12041	5.1%

Value	Count	Frequency (%)
28	1	< 0.1%
24	1	< 0.1%
23	3	< 0.1%
22	5	< 0.1%
21	13	< 0.1%
20	29	< 0.1%
19	64	< 0.1%
18	85	< 0.1%
17	215	0.1%
16	383	0.2%

FGA
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	47
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.16402383

Minimum	0
Maximum	50
Zeros	970
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	7
median	11
Q3	15
95-th percentile	21
Maximum	50
Range	50
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.61073546
Coefficient of variation (CV)	0.5025728665
Kurtosis	0.2799226118
Mean	11.16402383
Median Absolute Deviation (MAD)	4
Skewness	0.5759042881
Sum	2632421
Variance	31.4803524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
9	16866	7.2%
10	16471	7.0%
11	16248	6.9%
8	16233	6.9%
7	15403	6.5%
12	15113	6.4%
13	14007	5.9%
6	13927	5.9%
14	12564	5.3%
5	12045	5.1%
Other values (37)	86918	36.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	970	0.4%
1	2617	1.1%
2	4790	2.0%
3	7180	3.0%
4	9801	4.2%
5	12045	5.1%
6	13927	5.9%
7	15403	6.5%
8	16233	6.9%
9	16866	7.2%

Value	Count	Frequency (%)
50	1	< 0.1%
46	1	< 0.1%
45	1	< 0.1%
44	3	< 0.1%
43	3	< 0.1%
41	3	< 0.1%
40	3	< 0.1%
39	9	< 0.1%
38	8	< 0.1%
37	22	< 0.1%

FG_PCT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	311
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4558338557

Minimum	0
Maximum	1
Zeros	8341
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0.143
Q1	0.333
median	0.455
Q3	0.571
95-th percentile	0.75
Maximum	1
Range	1
Interquartile range (IQR)	0.238

Descriptive statistics

Standard deviation	0.1867048761
Coefficient of variation (CV)	0.4095897523
Kurtosis	0.6905640973
Mean	0.4558338557
Median Absolute Deviation (MAD)	0.116
Skewness	0.04496138142
Sum	107483.344
Variance	0.03485871074
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	27853	11.8%
0.4	10539	4.5%
0.333	9853	4.2%
0.667	9428	4.0%
0	8341	3.5%
0.6	7672	3.3%
0.429	7656	3.2%
0.25	7387	3.1%
0.375	5796	2.5%
0.571	5756	2.4%
Other values (301)	135514	57.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8341	3.5%
0.056	3	< 0.1%
0.059	1	< 0.1%
0.059	1	< 0.1%
0.063	7	< 0.1%
0.067	11	< 0.1%
0.071	19	< 0.1%
0.077	52	< 0.1%
0.083	84	< 0.1%
0.091	175	0.1%

Value	Count	Frequency (%)
1	3941	1.7%
0.938	1	< 0.1%
0.933	1	< 0.1%
0.933	2	< 0.1%
0.929	9	< 0.1%
0.923	4	< 0.1%
0.923	11	< 0.1%
0.917	21	< 0.1%
0.909	68	< 0.1%
0.9	121	0.1%

FG3M
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.010284357

Minimum	0
Maximum	14
Zeros	121679
Zeros (%)	51.6%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	4
Maximum	14
Range	14
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.383695112
Coefficient of variation (CV)	1.369609558
Kurtosis	3.173297286
Mean	1.010284357
Median Absolute Deviation (MAD)	0
Skewness	1.661790811
Sum	238220
Variance	1.914612163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	121679	51.6%
1	49218	20.9%
2	31774	13.5%
3	17801	7.5%
4	8807	3.7%
5	3870	1.6%
6	1648	0.7%
7	627	0.3%
8	233	0.1%
9	79	< 0.1%
Other values (5)	59	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	121679	51.6%
1	49218	20.9%
2	31774	13.5%
3	17801	7.5%
4	8807	3.7%
5	3870	1.6%
6	1648	0.7%
7	627	0.3%
8	233	0.1%
9	79	< 0.1%

Value	Count	Frequency (%)
14	1	< 0.1%
13	2	< 0.1%
12	1	< 0.1%
11	19	< 0.1%
10	36	< 0.1%
9	79	< 0.1%
8	233	0.1%
7	627	0.3%
6	1648	0.7%
5	3870	1.6%

FG3A
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	25
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.789054051

Minimum	0
Maximum	24
Zeros	74056
Zeros (%)	31.4%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	8
Maximum	24
Range	24
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.857612294
Coefficient of variation (CV)	1.024581181
Kurtosis	1.010592461
Mean	2.789054051
Median Absolute Deviation (MAD)	2
Skewness	1.068899273
Sum	657645
Variance	8.165948025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	74056	31.4%
2	26479	11.2%
1	26380	11.2%
3	25989	11.0%
4	23075	9.8%
5	18811	8.0%
6	14210	6.0%
7	9851	4.2%
8	6694	2.8%
9	4221	1.8%
Other values (15)	6029	2.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	74056	31.4%
1	26380	11.2%
2	26479	11.2%
3	25989	11.0%
4	23075	9.8%
5	18811	8.0%
6	14210	6.0%
7	9851	4.2%
8	6694	2.8%
9	4221	1.8%

Value	Count	Frequency (%)
24	1	< 0.1%
23	2	< 0.1%
22	5	< 0.1%
21	5	< 0.1%
20	8	< 0.1%
19	15	< 0.1%
18	23	< 0.1%
17	42	< 0.1%
16	85	< 0.1%
15	158	0.1%

FG3_PCT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	99
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2289670476

Minimum	0
Maximum	1
Zeros	121679
Zeros (%)	51.6%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.429
95-th percentile	0.8
Maximum	1
Range	1
Interquartile range (IQR)	0.429

Descriptive statistics

Standard deviation	0.2841844932
Coefficient of variation (CV)	1.241158919
Kurtosis	0.2512145088
Mean	0.2289670476
Median Absolute Deviation (MAD)	0
Skewness	1.053621362
Sum	53989.285
Variance	0.0807608262
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	121679	51.6%
0.5	24470	10.4%
0.333	12304	5.2%
0.25	10563	4.5%
1	10325	4.4%
0.667	7564	3.2%
0.4	7155	3.0%
0.2	5972	2.5%
0.333	5353	2.3%
0.6	3953	1.7%
Other values (89)	26457	11.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	121679	51.6%
0.059	2	< 0.1%
0.077	1	< 0.1%
0.083	11	< 0.1%
0.091	32	< 0.1%
0.1	77	< 0.1%
0.111	203	0.1%
0.125	609	0.3%
0.133	3	< 0.1%
0.143	1362	0.6%

Value	Count	Frequency (%)
1	10325	4.4%
0.909	2	< 0.1%
0.889	15	< 0.1%
0.875	37	< 0.1%
0.857	143	0.1%
0.846	1	< 0.1%
0.833	390	0.2%
0.818	5	< 0.1%
0.8	1039	0.4%
0.786	1	< 0.1%

FTM
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	27
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.549706313

Minimum	0
Maximum	26
Zeros	70624
Zeros (%)	30.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	4
95-th percentile	8
Maximum	26
Range	26
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.773658603
Coefficient of variation (CV)	1.087834544
Kurtosis	3.146026472
Mean	2.549706313
Median Absolute Deviation (MAD)	2
Skewness	1.5448468
Sum	601208
Variance	7.693182045
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	70624	30.0%
2	41314	17.5%
1	31766	13.5%
3	24341	10.3%
4	21628	9.2%
5	13847	5.9%
6	10524	4.5%
7	7015	3.0%
8	4993	2.1%
9	3227	1.4%
Other values (17)	6516	2.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	70624	30.0%
1	31766	13.5%
2	41314	17.5%
3	24341	10.3%
4	21628	9.2%
5	13847	5.9%
6	10524	4.5%
7	7015	3.0%
8	4993	2.1%
9	3227	1.4%

Value	Count	Frequency (%)
26	1	< 0.1%
25	1	< 0.1%
24	7	< 0.1%
23	5	< 0.1%
22	8	< 0.1%
21	18	< 0.1%
20	15	< 0.1%
19	31	< 0.1%
18	65	< 0.1%
17	109	< 0.1%

FTA
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	33
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.319595411

Minimum	0
Maximum	39
Zeros	62467
Zeros (%)	26.5%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	10
Maximum	39
Range	39
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.364382444
Coefficient of variation (CV)	1.013491714
Kurtosis	2.799386122
Mean	3.319595411
Median Absolute Deviation (MAD)	2
Skewness	1.426601067
Sum	782744
Variance	11.31906923
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	62467	26.5%
2	48930	20.8%
4	29851	12.7%
6	16725	7.1%
3	15940	6.8%
1	13517	5.7%
5	12724	5.4%
8	8924	3.8%
7	8159	3.5%
9	4724	2.0%
Other values (23)	13834	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	62467	26.5%
1	13517	5.7%
2	48930	20.8%
3	15940	6.8%
4	29851	12.7%
5	12724	5.4%
6	16725	7.1%
7	8159	3.5%
8	8924	3.8%
9	4724	2.0%

Value	Count	Frequency (%)
39	2	< 0.1%
36	1	< 0.1%
34	2	< 0.1%
29	1	< 0.1%
28	3	< 0.1%
27	6	< 0.1%
26	7	< 0.1%
25	12	< 0.1%
24	31	< 0.1%
23	25	< 0.1%

FT_PCT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	162
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5575686889

Minimum	0
Maximum	1
Zeros	70624
Zeros (%)	30.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.667
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.406276929
Coefficient of variation (CV)	0.7286580777
Kurtosis	-1.486007842
Mean	0.5575686889
Median Absolute Deviation (MAD)	0.333
Skewness	-0.356002991
Sum	131471.909
Variance	0.1650609431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	70624	30.0%
1	69324	29.4%
0.5	26165	11.1%
0.75	14212	6.0%
0.667	11250	4.8%
0.833	6246	2.6%
0.8	6023	2.6%
0.6	3213	1.4%
0.857	2845	1.2%
0.875	2723	1.2%
Other values (152)	23170	9.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	70624	30.0%
0.091	2	< 0.1%
0.1	5	< 0.1%
0.111	6	< 0.1%
0.125	21	< 0.1%
0.143	37	< 0.1%
0.154	2	< 0.1%
0.167	165	0.1%
0.182	5	< 0.1%
0.188	1	< 0.1%

Value	Count	Frequency (%)
1	69324	29.4%
0.963	1	< 0.1%
0.96	1	< 0.1%
0.958	2	< 0.1%
0.957	1	< 0.1%
0.955	4	< 0.1%
0.952	3	< 0.1%
0.95	5	< 0.1%
0.947	6	< 0.1%
0.947	4	< 0.1%

OREB
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.382849509

Minimum	0
Maximum	18
Zeros	87416
Zeros (%)	37.1%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	5
Maximum	18
Range	18
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.606538972
Coefficient of variation (CV)	1.161759802
Kurtosis	3.444577172
Mean	1.382849509
Median Absolute Deviation (MAD)	1
Skewness	1.628471399
Sum	326069
Variance	2.580967469
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	87416	37.1%
1	64950	27.5%
2	37819	16.0%
3	21300	9.0%
4	11817	5.0%
5	6218	2.6%
6	3209	1.4%
7	1641	0.7%
8	788	0.3%
9	378	0.2%
Other values (8)	259	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	87416	37.1%
1	64950	27.5%
2	37819	16.0%
3	21300	9.0%
4	11817	5.0%
5	6218	2.6%
6	3209	1.4%
7	1641	0.7%
8	788	0.3%
9	378	0.2%

Value	Count	Frequency (%)
18	1	< 0.1%
16	1	< 0.1%
15	1	< 0.1%
14	1	< 0.1%
13	11	< 0.1%
12	30	< 0.1%
11	70	< 0.1%
10	144	0.1%
9	378	0.2%
8	788	0.3%

DREB
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	25
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.215734006

Minimum	0
Maximum	25
Zeros	12295
Zeros (%)	5.2%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	6
95-th percentile	10
Maximum	25
Range	25
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.918633606
Coefficient of variation (CV)	0.6923192027
Kurtosis	1.297800744
Mean	4.215734006
Median Absolute Deviation (MAD)	2
Skewness	1.019662492
Sum	994049
Variance	8.518422126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
3	36385	15.4%
2	35736	15.2%
4	32565	13.8%
1	27148	11.5%
5	26232	11.1%
6	19632	8.3%
7	14473	6.1%
0	12295	5.2%
8	10423	4.4%
9	7393	3.1%
Other values (15)	13513	5.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12295	5.2%
1	27148	11.5%
2	35736	15.2%
3	36385	15.4%
4	32565	13.8%
5	26232	11.1%
6	19632	8.3%
7	14473	6.1%
8	10423	4.4%
9	7393	3.1%

Value	Count	Frequency (%)
25	1	< 0.1%
23	5	< 0.1%
22	4	< 0.1%
21	6	< 0.1%
20	24	< 0.1%
19	51	< 0.1%
18	97	< 0.1%
17	142	0.1%
16	260	0.1%
15	443	0.2%

REB
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	32
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.598583515

Minimum	0
Maximum	31
Zeros	7168
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	5
Q3	8
95-th percentile	13
Maximum	31
Range	31
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.781479646
Coefficient of variation (CV)	0.6754350696
Kurtosis	1.318035379
Mean	5.598583515
Median Absolute Deviation (MAD)	2
Skewness	1.053289185
Sum	1320118
Variance	14.29958831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
3	29173	12.4%
4	29092	12.3%
5	26343	11.2%
2	25459	10.8%
6	21997	9.3%
7	18179	7.7%
1	17459	7.4%
8	14241	6.0%
9	11026	4.7%
10	9607	4.1%
Other values (22)	33219	14.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7168	3.0%
1	17459	7.4%
2	25459	10.8%
3	29173	12.4%
4	29092	12.3%
5	26343	11.2%
6	21997	9.3%
7	18179	7.7%
8	14241	6.0%
9	11026	4.7%

Value	Count	Frequency (%)
31	1	< 0.1%
30	3	< 0.1%
29	3	< 0.1%
28	2	< 0.1%
27	9	< 0.1%
26	20	< 0.1%
25	24	< 0.1%
24	49	< 0.1%
23	77	< 0.1%
22	136	0.1%

AST
Real number (ℝ_≥0)

ZEROS

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.057528786

Minimum	0
Maximum	25
Zeros	38786
Zeros (%)	16.4%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	9
Maximum	25
Range	25
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.882145369
Coefficient of variation (CV)	0.9426388339
Kurtosis	2.489878199
Mean	3.057528786
Median Absolute Deviation (MAD)	2
Skewness	1.435215185
Sum	720950
Variance	8.306761928
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
1	46525	19.7%
2	40592	17.2%
0	38786	16.4%
3	30708	13.0%
4	22383	9.5%
5	16201	6.9%
6	12022	5.1%
7	8741	3.7%
8	6206	2.6%
9	4381	1.9%
Other values (16)	9250	3.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	38786	16.4%
1	46525	19.7%
2	40592	17.2%
3	30708	13.0%
4	22383	9.5%
5	16201	6.9%
6	12022	5.1%
7	8741	3.7%
8	6206	2.6%
9	4381	1.9%

Value	Count	Frequency (%)
25	1	< 0.1%
24	4	< 0.1%
23	2	< 0.1%
22	3	< 0.1%
21	11	< 0.1%
20	30	< 0.1%
19	41	< 0.1%
18	56	< 0.1%
17	137	0.1%
16	217	0.1%

STL
Real number (ℝ_≥0)

ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9782480545

Minimum	0
Maximum	10
Zeros	97779
Zeros (%)	41.5%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	10
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.095574094
Coefficient of variation (CV)	1.119934856
Kurtosis	2.15287415
Mean	0.9782480545
Median Absolute Deviation (MAD)	1
Skewness	1.3174096
Sum	230666
Variance	1.200282595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	97779	41.5%
1	77586	32.9%
2	38376	16.3%
3	14804	6.3%
4	5110	2.2%
5	1567	0.7%
6	425	0.2%
7	105	< 0.1%
8	34	< 0.1%
9	6	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	97779	41.5%
1	77586	32.9%
2	38376	16.3%
3	14804	6.3%
4	5110	2.2%
5	1567	0.7%
6	425	0.2%
7	105	< 0.1%
8	34	< 0.1%
9	6	< 0.1%

Value	Count	Frequency (%)
10	3	< 0.1%
9	6	< 0.1%
8	34	< 0.1%
7	105	< 0.1%
6	425	0.2%
5	1567	0.7%
4	5110	2.2%
3	14804	6.3%
2	38376	16.3%
1	77586	32.9%

BLK
Real number (ℝ_≥0)

ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6370957824

Minimum	0
Maximum	12
Zeros	143602
Zeros (%)	60.9%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	12
Range	12
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.021306481
Coefficient of variation (CV)	1.603065833
Kurtosis	6.972941411
Mean	0.6370957824
Median Absolute Deviation (MAD)	0
Skewness	2.241525791
Sum	150224
Variance	1.043066928
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	143602	60.9%
1	57071	24.2%
2	21291	9.0%
3	8312	3.5%
4	3277	1.4%
5	1433	0.6%
6	498	0.2%
7	195	0.1%
8	63	< 0.1%
9	32	< 0.1%
Other values (3)	21	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	143602	60.9%
1	57071	24.2%
2	21291	9.0%
3	8312	3.5%
4	3277	1.4%
5	1433	0.6%
6	498	0.2%
7	195	0.1%
8	63	< 0.1%
9	32	< 0.1%

Value	Count	Frequency (%)
12	1	< 0.1%
11	5	< 0.1%
10	15	< 0.1%
9	32	< 0.1%
8	63	< 0.1%
7	195	0.1%
6	498	0.2%
5	1433	0.6%
4	3277	1.4%
3	8312	3.5%

TO
Real number (ℝ_≥0)

ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.838448652

Minimum	0
Maximum	12
Zeros	48402
Zeros (%)	20.5%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	12
Range	12
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.558167613
Coefficient of variation (CV)	0.8475448095
Kurtosis	1.223951956
Mean	1.838448652
Median Absolute Deviation (MAD)	1
Skewness	1.014007183
Sum	433497
Variance	2.42788631
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
1	66176	28.1%
2	53961	22.9%
0	48402	20.5%
3	34022	14.4%
4	18468	7.8%
5	8712	3.7%
6	3681	1.6%
7	1560	0.7%
8	534	0.2%
9	200	0.1%
Other values (3)	79	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	48402	20.5%
1	66176	28.1%
2	53961	22.9%
3	34022	14.4%
4	18468	7.8%
5	8712	3.7%
6	3681	1.6%
7	1560	0.7%
8	534	0.2%
9	200	0.1%

Value	Count	Frequency (%)
12	6	< 0.1%
11	21	< 0.1%
10	52	< 0.1%
9	200	0.1%
8	534	0.2%
7	1560	0.7%
6	3681	1.6%
5	8712	3.7%
4	18468	7.8%
3	34022	14.4%

PF
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.452740728

Minimum	0
Maximum	6
Zeros	20991
Zeros (%)	8.9%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.467876329
Coefficient of variation (CV)	0.5984637154
Kurtosis	-0.5888790249
Mean	2.452740728
Median Absolute Deviation (MAD)	1
Skewness	0.2389961431
Sum	578344
Variance	2.154660917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	58318	24.7%
3	52558	22.3%
1	46115	19.6%
4	35728	15.2%
0	20991	8.9%
5	17503	7.4%
6	4582	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20991	8.9%
1	46115	19.6%
2	58318	24.7%
3	52558	22.3%
4	35728	15.2%
5	17503	7.4%
6	4582	1.9%

Value	Count	Frequency (%)
6	4582	1.9%
5	17503	7.4%
4	35728	15.2%
3	52558	22.3%
2	58318	24.7%
1	46115	19.6%
0	20991	8.9%

PTS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	66
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.87079455

Minimum	0
Maximum	81
Zeros	5577
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	8
median	13
Q3	19
95-th percentile	29
Maximum	81
Range	81
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	8.372313464
Coefficient of variation (CV)	0.6035929259
Kurtosis	0.5860038519
Mean	13.87079455
Median Absolute Deviation (MAD)	6
Skewness	0.7282081689
Sum	3270664
Variance	70.09563274
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	12526	5.3%
10	12496	5.3%
12	11824	5.0%
6	11667	4.9%
14	10928	4.6%
11	10729	4.6%
13	10387	4.4%
4	10002	4.2%
9	9848	4.2%
15	9757	4.1%
Other values (56)	125631	53.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5577	2.4%
1	977	0.4%
2	8592	3.6%
3	4680	2.0%
4	10002	4.2%
5	7229	3.1%
6	11667	4.9%
7	8620	3.7%
8	12526	5.3%
9	9848	4.2%

Value	Count	Frequency (%)
81	1	< 0.1%
70	1	< 0.1%
65	1	< 0.1%
62	4	< 0.1%
61	6	< 0.1%
60	11	< 0.1%
59	4	< 0.1%
58	4	< 0.1%
57	9	< 0.1%
56	5	< 0.1%

PLUS_MINUS
Real number (ℝ)

ZEROS

Distinct	104
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3684047584

Minimum	-57
Maximum	54
Zeros	7488
Zeros (%)	3.2%
Negative	113514
Negative (%)	48.1%
Memory size	1.8 MiB

Quantile statistics

Minimum	-57
5-th percentile	-19
Q1	-8
median	0
Q3	9
95-th percentile	21
Maximum	54
Range	111
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	12.29651244
Coefficient of variation (CV)	33.37772425
Kurtosis	-0.09377209286
Mean	0.3684047584
Median Absolute Deviation (MAD)	8
Skewness	0.08613220854
Sum	86868
Variance	151.2042182
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-2	7518	3.2%
0	7488	3.2%
-1	7485	3.2%
-3	7388	3.1%
-4	7384	3.1%
1	7365	3.1%
2	7317	3.1%
3	7221	3.1%
4	7095	3.0%
-5	6988	3.0%
Other values (94)	162546	68.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-57	1	< 0.1%
-51	1	< 0.1%
-50	1	< 0.1%
-48	3	< 0.1%
-47	5	< 0.1%
-46	6	< 0.1%
-45	10	< 0.1%
-44	9	< 0.1%
-43	13	< 0.1%
-42	18	< 0.1%

Value	Count	Frequency (%)
54	1	< 0.1%
51	1	< 0.1%
50	2	< 0.1%
49	4	< 0.1%
48	3	< 0.1%
47	6	< 0.1%
46	11	< 0.1%
45	12	< 0.1%
44	15	< 0.1%
43	18	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	GAME_ID	TEAM_ABBREVIATION	TEAM_CITY	PLAYER_NAME	START_POSITION	MIN	FGM	FGA	FG_PCT	FG3M	FG3A	FG3_PCT	FTM	FTA	FT_PCT	OREB	DREB	REB	AST	STL	BLK	TO	PF	PTS	PLUS_MINUS
0	543022	11400001	MIA	Miami	Luol Deng	F	24:50	2.0	7.0	0.286	0.0	1.0	0.000	0.0	0.0	0.000	2.0	1.0	3.0	1.0	2.0	0.0	0.0	0.0	4.0	-16.0
1	543023	11400001	MIA	Miami	Udonis Haslem	F	10:32	1.0	2.0	0.500	0.0	1.0	0.000	0.0	0.0	0.000	0.0	2.0	2.0	1.0	1.0	0.0	0.0	2.0	2.0	-8.0
2	543024	11400001	MIA	Miami	Chris Bosh	C	25:20	3.0	13.0	0.231	1.0	3.0	0.333	2.0	3.0	0.667	1.0	5.0	6.0	2.0	1.0	0.0	4.0	2.0	9.0	-10.0
3	543025	11400001	MIA	Miami	Dwyane Wade	G	20:31	2.0	7.0	0.286	0.0	1.0	0.000	2.0	4.0	0.500	0.0	2.0	2.0	3.0	0.0	0.0	1.0	1.0	6.0	-11.0
4	543026	11400001	MIA	Miami	Mario Chalmers	G	21:16	0.0	2.0	0.000	0.0	1.0	0.000	2.0	2.0	1.000	0.0	3.0	3.0	2.0	1.0	0.0	2.0	1.0	2.0	-6.0
5	543003	11400001	NOP	New Orleans	Darius Miller	F	32:23	4.0	12.0	0.333	0.0	5.0	0.000	0.0	0.0	0.000	0.0	3.0	3.0	2.0	1.0	0.0	1.0	3.0	8.0	9.0
6	543004	11400001	NOP	New Orleans	Anthony Davis	F	11:20	2.0	4.0	0.500	0.0	0.0	0.000	1.0	2.0	0.500	1.0	3.0	4.0	0.0	0.0	3.0	1.0	0.0	5.0	0.0
7	543005	11400001	NOP	New Orleans	Omer Asik	C	6:04	1.0	2.0	0.500	0.0	0.0	0.000	0.0	0.0	0.000	0.0	3.0	3.0	1.0	0.0	1.0	1.0	2.0	2.0	3.0
8	543006	11400001	NOP	New Orleans	Eric Gordon	G	10:07	0.0	4.0	0.000	0.0	2.0	0.000	4.0	4.0	1.000	0.0	1.0	1.0	2.0	0.0	0.0	1.0	0.0	4.0	4.0
9	543007	11400001	NOP	New Orleans	Jrue Holiday	G	10:07	0.0	2.0	0.000	0.0	1.0	0.000	0.0	0.0	0.000	0.0	2.0	2.0	0.0	0.0	0.0	1.0	2.0	0.0	4.0

Last rows

	df_index	GAME_ID	TEAM_ABBREVIATION	TEAM_CITY	PLAYER_NAME	START_POSITION	MIN	FGM	FGA	FG_PCT	FG3M	FG3A	FG3_PCT	FTM	FTA	FT_PCT	OREB	DREB	REB	AST	STL	BLK	TO	PF	PTS	PLUS_MINUS
235785	491	52000211	GSW	Golden State	Andrew Wiggins	F	44:18	10.0	22.0	0.455	1.0	4.0	0.25	1.0	1.0	1.000	1.0	9.0	10.0	2.0	0.0	2.0	2.0	4.0	22.0	-8.0
235786	492	52000211	GSW	Golden State	Draymond Green	F	45:05	5.0	11.0	0.455	1.0	1.0	1.00	0.0	0.0	0.000	1.0	15.0	16.0	10.0	1.0	1.0	6.0	3.0	11.0	-2.0
235787	493	52000211	GSW	Golden State	Kevon Looney	C	24:27	1.0	1.0	1.000	0.0	0.0	0.00	1.0	2.0	0.500	3.0	1.0	4.0	3.0	1.0	1.0	1.0	3.0	3.0	-15.0
235788	494	52000211	GSW	Golden State	Kent Bazemore	G	25:30	4.0	12.0	0.333	1.0	5.0	0.20	1.0	4.0	0.250	1.0	3.0	4.0	2.0	2.0	1.0	0.0	2.0	10.0	-10.0
235789	495	52000211	GSW	Golden State	Stephen Curry	G	47:23	13.0	28.0	0.464	6.0	15.0	0.40	7.0	7.0	1.000	1.0	3.0	4.0	5.0	3.0	0.0	7.0	5.0	39.0	4.0
235790	476	52000211	MEM	Memphis	Kyle Anderson	F	39:01	2.0	7.0	0.286	0.0	1.0	0.00	5.0	5.0	1.000	2.0	8.0	10.0	6.0	1.0	2.0	0.0	1.0	9.0	11.0
235791	477	52000211	MEM	Memphis	Jaren Jackson Jr.	F	14:56	1.0	6.0	0.167	1.0	4.0	0.25	7.0	8.0	0.875	2.0	0.0	2.0	0.0	0.0	2.0	1.0	4.0	10.0	1.0
235792	478	52000211	MEM	Memphis	Jonas Valanciunas	C	25:33	3.0	6.0	0.500	1.0	1.0	1.00	2.0	4.0	0.500	6.0	6.0	12.0	3.0	0.0	0.0	3.0	6.0	9.0	7.0
235793	479	52000211	MEM	Memphis	Dillon Brooks	G	45:04	7.0	22.0	0.318	0.0	4.0	0.00	0.0	0.0	0.000	1.0	1.0	2.0	3.0	2.0	0.0	1.0	5.0	14.0	-1.0
235794	480	52000211	MEM	Memphis	Ja Morant	G	45:45	14.0	29.0	0.483	5.0	10.0	0.50	2.0	2.0	1.000	2.0	4.0	6.0	6.0	4.0	0.0	5.0	2.0	35.0	-1.0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Other Punctuation

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)